Evaluating the effectiveness of textual data analysis often hinges on measuring its precision. Precision, in this context, refers to the extent to which the analysis precisely reflects the true content of the text. Obtaining high precision is crucial for producing reliable insights from textual data, as errors can significantly affect the validity